Dr. DNA: Combating Silent Data Corruptions in Deep Learning using Distribution of Neuron Activations

Author:

Ma Dongning1ORCID,Lin Fred2ORCID,Desmaison Alban2ORCID,Coburn Joel2ORCID,Moore Daniel2ORCID,Sankar Sriram2ORCID,Jiao Xun12ORCID

Affiliation:

1. Villanova University, Villanova, United States of America

2. Meta, Menlo Park, USA

Publisher

ACM

Reference52 articles.

1. Structural Coding: A Low-Cost Scheme to Protect CNNs from Large-Granularity Memory Faults

2. A Low-cost Fault Corrector for Deep Neural Networks through Range Restriction

3. Zitao Chen, Guanpeng Li, Karthik Pattabiraman, and Nathan De-Bardeleben. Binfi: An efficient fault injector for safety-critical machine learning systems. In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, pages 1--23, 2019.

4. Jungwook Choi, Zhuo Wang, Swagath Venkataramani, Pierce I-Jen Chuang, Vijayalakshmi Srinivasan, and Kailash Gopalakrishnan. Pact: Parameterized clipping activation for quantized neural networks. arXiv preprint arXiv:1805.06085, 2018.

5. Exciting directions for ml models and the implications for computing hardware. In Keynote 1;Dean Jeff;Hot Chips,2023

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